{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "raised-province",
   "metadata": {},
   "source": [
    "#导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "institutional-integrity",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] \n",
    "girls = pd.read_excel(\"./体测分数_女生.xls\")\n",
    "boys = pd.read_excel(\"./体测分数_男生.xls\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "august-ocean",
   "metadata": {},
   "source": [
    "# 对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "alike-rehabilitation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#男1000米跑成绩分布\n",
    "data = pd.cut(boys['男1000米跑'],bins = 3,labels=['优','一般','差']).value_counts()  #时间越短越好\n",
    "fig = plt.figure(figsize = (9,9))\n",
    "_ = plt.pie(x = data,labels = data.index,autopct='%0.1f%%',textprops = dict(fontsize = 20))\n",
    "_ = plt.title(label='      男1000米跑成绩分布      ',fontsize=32,color='white',backgroundcolor='#c5b783')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "specialized-parliament",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#男引体成绩分布\n",
    "data = pd.cut(boys['男引体'],bins = 3,labels=['差','一般','优']).value_counts(normalize=True) #引体数量越多越好\n",
    "fig = plt.figure(figsize = (9,9))\n",
    "_ = plt.pie(x = data,labels = data.index,autopct='%0.1f%%',textprops = dict(fontsize = 20))\n",
    "_ = plt.title(label='      男引体成绩分布      ',fontsize=32,color='white',backgroundcolor='#c5b783')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "furnished-bachelor",
   "metadata": {},
   "source": [
    "# 对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cellular-strategy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#女800米跑分布\n",
    "fig = plt.figure(figsize = (16,9))\n",
    "a,b,c = plt.hist(girls['女800米跑分数'],4,density=True)\n",
    "_ = plt.title(label = '     女800米跑分数分布       ',fontsize = 32,color = 'white',backgroundcolor='#c5b783',pad = 30)\n",
    "_ = plt.yticks(fontsize = 20)\n",
    "_ = plt.xticks(fontsize = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "lesbian-complaint",
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#女跳远分数分布\n",
    "fig = plt.figure(figsize = (16,9))\n",
    "a,b,c = plt.hist(girls['女跳远分数'],4, density=True)\n",
    "_ = plt.title(label = '    女跳远分数分布      ',fontsize = 32,color = 'white',backgroundcolor='#c5b783',pad = 30)\n",
    "_ = plt.yticks(fontsize = 20)\n",
    "_ = plt.xticks(fontsize = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prescription-lodge",
   "metadata": {},
   "source": [
    "# 使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "sunset-committee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_boy = pd.cut(boys['BMI'],\n",
    "                  bins = [0,16.5,23.3,26.4,100],#分箱断点,最后一个区间是26.3以上，所以取个大于最大值的数\n",
    "                  right = False,# 左闭右开\n",
    "                  labels=['低体重','正常','超重','肥胖']).value_counts()# 分箱后分类\n",
    "data_girl = pd.cut(girls['BMI'],\n",
    "                   bins = [0,16.5,22.8,25.3,100],#分箱断点,最后一个区间是25.3以上，所以取个大于最大值的数\n",
    "                   right = False,# 左闭右开\n",
    "                   labels=['低体重','正常','超重','肥胖']).value_counts()# 分箱后分类\n",
    "fig=plt.figure(figsize=(10,10))\n",
    "_ = plt.pie(data_boy,\n",
    "            autopct='%0.1f%%',\n",
    "            radius=1, # 半径\n",
    "            pctdistance=0.8, # 百分⽐位置\n",
    "            wedgeprops=dict(linewidth=4,width=0.4,edgecolor='w'),\n",
    "            labels=data_boy.index,\n",
    "            colors = ['#1E90FF','#00BFFF','#87CEEB','#87CEFA'],\n",
    "            textprops = dict(fontsize = 20))\n",
    "_ = plt.pie(data_girl,\n",
    "            autopct='%0.1f%%',\n",
    "            radius=0.55,\n",
    "            pctdistance=0.55, # 百分⽐位置\n",
    "            wedgeprops=dict(width=0.55,edgecolor='w'),\n",
    "            colors=['#1E90FF','#00BFFF','#87CEEB','#87CEFA'],\n",
    "            textprops = dict(fontsize = 20))\n",
    "plt.xticks(fontsize=20)\n",
    "_ = plt.legend(data_boy.index,loc='lower left',bbox_to_anchor=(0.9,0.7,0.5,1.2),fontsize=18,title='体重指数等级',title_fontsize=20)\n",
    "_ = plt.title(label='       男女生体重指数等级分布      ',fontsize=32,color = 'white',backgroundcolor='#c5b783')"
   ]
  }
 ],
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